Time to wean

So my son is 11 months this coming up Wednesday and and I have started weaning him to the point I only breast feed him 3-4 times a day and wanted to start introducing milk just not sure if I should wait until he is 12 months exactly or if I should start it now. ( I’m pregnant with baby #2 due November so I’m trying to wean him in enough time to breast feed the next )